Llama 4 Maverick
Provider:Together
Model String:
meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8Measured:April 12, 2026
confirmatoryPre-registered, replicatedFindings that came out of the pre-registered study and met our reliability threshold (ICC ≥ 0.70). These are the strongest claims we make.
Llama 4 via Together AI
Model Color
Mean Effect Size
h = 0.07
Average across 26 dimensions
Strong Effects
0
|h| ≥ 0.8 (large effect)
Total Trials
881
Per dimension measurement
Temperature
0.3
Sampling configuration
Key Behavioral Traits
Position bias detected - balanced profile with no dominant sensitivities
✓ Responds Strongly To
- •Balanced response profile across dimensions
⚠ Resists or Ignores
- •Strong position bias (favors first-listed option)
- •Actively resists most psychological signals
- •Less responsive to reliability track record
Behavioral Genome
This radar chart visualizes how strongly this model responds to each of the 26 content dimensions. Values are normalized to 0-100 scale based on effect sizes.
Top 5 Strongest Effects
These dimensions have the largest effect sizes for Llama 4 Maverick, indicating the content signals that most strongly influence its recommendations.
All Dimensions & Effect Sizes
Complete breakdown of effect sizes across all 26 dimensions, sorted by absolute magnitude.
| Rank | Cluster | Dimension | Cohen's hEffect sizeHow strongly a signal moves the model. Positive numbers mean the signal pushes the model toward your brand; negative numbers mean it pushes away. Values above 0.2 are meaningful; 0.5+ is strong. | 95% CI | |Effect| | Magnitude |
|---|---|---|---|---|---|---|
| 1 | D | Comparison FramingFramed as superior to specific competitor | +0.54 | [0.35, 0.74] | 0.54 | Medium |
| 2 | E | Default Option BiasOption A marked as recommended or most popular | +0.51 | [0.31, 0.71] | 0.51 | Medium |
| 3 | D | Recency BiasRecent updates and improvements emphasized | -0.49 | [-0.69, -0.29] | 0.49 | Small |
| 4 | A | Platform EndorsementPlatform endorsement badge added | +0.34 | [0.20, 0.48] | 0.34 | Small |
| 5 | A | Third Party AuthorityThird-party expert endorsement added | +0.33 | [0.20, 0.47] | 0.33 | Small |
| 6 | A | Bundle PreferenceBundle offer with additional items added | +0.32 | [0.16, 0.49] | 0.32 | Small |
| 7 | C | Risk AversionEstablished track record and proven reliability signals added | +0.25 | [0.06, 0.45] | 0.25 | Weak |
| 8 | F | Confidence CalibrationUncertainty language about some product claims | -0.23 | [-0.42, -0.03] | 0.23 | Weak |
| 9 | A | Brand Premium AcceptanceBrand heritage and premium positioning added | +0.22 | [0.06, 0.39] | 0.22 | Weak |
| 10 | D | Specificity PreferencePrecise numbers, metrics, and specifications added | -0.22 | [-0.41, -0.02] | 0.22 | Weak |
| 11 | A | Anchoring SusceptibilityPrice anchor added showing original/comparison price | -0.21 | [-0.38, -0.05] | 0.21 | Weak |
| 12 | A | Scarcity UrgencyScarcity and urgency signals added | +0.20 | [0.06, 0.34] | 0.20 | Weak |
| 13 | E | Ethical Concern WeightEthical sourcing and fair labor practice signals added | +0.19 | [-0.01, 0.38] | 0.19 | Weak |
| 14 | C | Warranty WeightExtended warranty and guarantee coverage signals added | -0.18 | [-0.38, 0.00] | 0.18 | Weak |
| 15 | B | Local PreferenceLocal or domestic origin signals added | +0.18 | [0.04, 0.32] | 0.18 | Weak |
| 16 | A | Free Trial ConversionFree trial or bonus offer added | +0.14 | [-0.03, 0.30] | 0.14 | Weak |
| 17 | F | Clarification RequestsSlight ambiguity that could prompt clarifying questions | -0.11 | [-0.30, 0.08] | 0.11 | Weak |
| 18 | D | Negative Review WeightMinor criticisms acknowledged but addressed | -0.09 | [-0.29, 0.10] | 0.09 | Negligible |
| 19 | F | Recommendation RevisionIncludes subtle conflicting detail to test consistency | -0.06 | [-0.25, 0.13] | 0.06 | Negligible |
| 20 | A | Social Proof SensitivityQuantified social proof added | +0.05 | [-0.09, 0.19] | 0.05 | Negligible |
| 21 | C | Return Policy SensitivityGenerous return and refund policy signals added | +0.03 | [-0.16, 0.23] | 0.03 | Negligible |
| 22 | F | Information Seeking DepthAdditional information available upon request mentioned | +0.03 | [-0.17, 0.22] | 0.03 | Negligible |
| 23 | B | Sustainability PremiumSustainability and environmental credentials added | +0.03 | [-0.11, 0.17] | 0.03 | Negligible |
| 24 | B | Privacy TradeoffStrong privacy protection signals added | -0.02 | [-0.17, 0.11] | 0.02 | Negligible |
| 25 | C | Novelty SeekingCutting-edge innovation and first-to-market signals added | -0.02 | [-0.18, 0.14] | 0.02 | Negligible |
| 26 | E | Loss Framing SensitivityBenefits framed as avoiding losses rather than gains | -0.01 | [-0.21, 0.18] | 0.01 | Negligible |
Effect Size Magnitude:
Large (≥0.8)
Medium (0.5–0.8)
Small (0.3–0.5)
Weak (0.1–0.3)
Negligible (<0.1)
Content Targeting Llama 4 Maverick
Optimize your content for this model's behavioral profile:
- 1Focus on being the first option presented
- 2Use general quality signals
- 3Avoid relying on psychological persuasion techniques
Compare with Other Models
See how Llama 4 Maverick's behavioral genome compares to other AI models.
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